{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-22T21:17:02.446809Z",
     "start_time": "2020-05-22T21:17:00.227765Z"
    }
   },
   "outputs": [],
   "source": [
    "from astropaint import Catalog, Canvas, Painter\n",
    "from astropaint.profiles import NFW, Battaglia16\n",
    "\n",
    "import matplotlib.pyplot as plt \n",
    "from matplotlib import rcParams\n",
    "\n",
    "rcParams[\"figure.dpi\"]=100"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load the Catalog "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-22T21:43:50.276879Z",
     "start_time": "2020-05-22T21:43:50.015131Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Catalog loaded from:\n",
      "/Users/siavashyasini/Dropbox/cosmology/Projects/2020/AstroPaint/astropaint/data/websky_2x2.csv\n",
      "Building the dataframe and updating all the parameters...\n",
      "\n",
      "Done!\n"
     ]
    }
   ],
   "source": [
    "catalog = Catalog(\"websky_2x2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-22T21:41:37.800269Z",
     "start_time": "2020-05-22T21:41:37.795642Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "82632"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "catalog.size"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check out the redshift and mass histograms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-22T21:43:55.311304Z",
     "start_time": "2020-05-22T21:43:55.022486Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1219da940>"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "catalog.data.redshift.hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-22T21:43:56.506392Z",
     "start_time": "2020-05-22T21:43:55.815440Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1216c5a90>"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "catalog.data.M_200c.hist(bins=20, log=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-22T21:44:04.150293Z",
     "start_time": "2020-05-22T21:44:04.142232Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Minimum M_200c: 1.28e+12'"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f\"Minimum M_200c: {catalog.data.M_200c.min():.2e}\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-22T21:44:16.894890Z",
     "start_time": "2020-05-22T21:44:16.777570Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Catalog data has been modified...\n",
      "\n",
      "Building the dataframe and updating all the parameters...\n",
      "\n",
      "Done!\n",
      "Catalog data has been modified...\n",
      "\n",
      "Building the dataframe and updating all the parameters...\n",
      "\n",
      "Done!\n"
     ]
    }
   ],
   "source": [
    "catalog.cut_lon_lat(lon_range=[0,1], lat_range=[0,1])\n",
    "catalog.cut_M_200c(mass_min=1E13)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-22T21:44:21.669579Z",
     "start_time": "2020-05-22T21:44:21.663528Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1376"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "catalog.size"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Paint kSZ"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-22T21:44:26.983497Z",
     "start_time": "2020-05-22T21:44:26.977833Z"
    }
   },
   "outputs": [],
   "source": [
    "nside = 8192\n",
    "canvas = Canvas(catalog, nside=nside, R_times=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-22T21:44:35.802537Z",
     "start_time": "2020-05-22T21:44:28.075574Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "88.08582233904805 90.91417766095195 -0.9142315105544221 1.9142315105544223\n",
      "The interval between parallels is 30 deg -0.00'.\n",
      "The interval between meridians is 30 deg -0.00'.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 612x388.8 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "canvas.show_halo_centers(\"cart\", lonra=[0,1], latra=[0,1], s=5, color='k')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-22T21:44:38.037801Z",
     "start_time": "2020-05-22T21:44:38.032270Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The template 'kSZ_T' takes in the following arguments:\n",
      "['R', 'R_200c', 'M_200c', 'v_r', 'redshift']\n",
      "and the following keyword-only arguments:\n",
      "['T_cmb']\n"
     ]
    }
   ],
   "source": [
    "painter = Painter(Battaglia16.kSZ_T)\n",
    "#painter = Painter(NFW.kSZ_T) ## A faster but inaccurate option"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-22T21:53:12.739058Z",
     "start_time": "2020-05-22T21:44:43.348662Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Painting the canvas...\n",
      "No template_kwargs provided\n",
      "spray_df.columns = Index(['M_200c', 'R_200c', 'v_r', 'redshift'], dtype='object')\n",
      "Spraying in parallel...\n",
      "\n",
      "canvas memory size [GB]: 6.000000089406967\n",
      "\n",
      "n_cpus = 4\n",
      "Spraying in 4 batches\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f2267069ea454697b0c9c11dc02a20a4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='painting', max=344, style=ProgressStyle(description_width='in…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9b8bc63dbf884174b71a1325d3e78d98",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='painting', max=344, style=ProgressStyle(description_width='in…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "07f9dad1dae5493092db1c2f81b5a35d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='painting', max=344, style=ProgressStyle(description_width='in…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5e61de8a500f459fa1d48c5531c6037e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, description='painting', max=344, style=ProgressStyle(description_width='in…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\n",
      "\n",
      "Your artwork is finished. Check it out with Canvas.show_map()\n"
     ]
    }
   ],
   "source": [
    "canvas.clean() #make sure canvas is clean\n",
    "painter.spray(canvas,\n",
    "              #cache=True, ## uncomment to cache the profiles to disc; makes the painting slower\n",
    "             )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-22T22:01:25.797575Z",
     "start_time": "2020-05-22T22:01:25.426326Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 612x388.8 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "canvas.show_map(\"cartesian\",\n",
    "                title=f\"{painter.template_name}\",\n",
    "                lonra=[0,1], latra=[0,1], \n",
    "                min=-2E-5, max=2E-5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  },
  "latex_envs": {
   "LaTeX_envs_menu_present": true,
   "autoclose": false,
   "autocomplete": true,
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 1,
   "hotkeys": {
    "equation": "Ctrl-E",
    "itemize": "Ctrl-I"
   },
   "labels_anchors": false,
   "latex_user_defs": false,
   "report_style_numbering": false,
   "user_envs_cfg": false
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
